{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import os, sys, inspect\n",
    "\n",
    "cmd_folder = os.path.realpath(\n",
    "    os.path.dirname(\n",
    "        os.path.abspath(os.path.split(inspect.getfile( inspect.currentframe() ))[0])))\n",
    "\n",
    "if cmd_folder not in sys.path:\n",
    "    sys.path.insert(0, cmd_folder)\n",
    "    \n",
    "from transitions import *\n",
    "from transitions.extensions import GraphMachine as MGraph\n",
    "from IPython.display import Image, display, display_png\n",
    "\n",
    "class Matter(object):\n",
    "    def is_valid(self):\n",
    "        return True\n",
    "    \n",
    "    def is_not_valid(self):\n",
    "        return False\n",
    "    \n",
    "    def is_also_valid(self):\n",
    "        return True\n",
    "\n",
    "# Mixin the graph\n",
    "class MyGraphMachine(MGraph, Machine):\n",
    "    def __init__(self, *args, **kwargs):\n",
    "        super(MyGraphMachine, self).__init__(*args, **kwargs)\n",
    "\n",
    "    def show_graph(self):\n",
    "        self.graph.draw('state.png', prog='dot')\n",
    "        display(Image('state.png'))        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2DKokAwMDZGRkiB2DiIiIiIjKwZErRPVQTk4OtLW1xY5RLplMhsOHDyMgIAAJCQm4cOEC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\nccHYBWAbOXcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transitions = [\n",
    "    { 'trigger': 'melt', 'source': 'solid', 'dest': 'liquid' },\n",
    "    { 'trigger': 'evaporate', 'source': 'liquid', 'dest': 'gas', 'conditions':'is_valid' },\n",
    "    { 'trigger': 'sublimate', 'source': 'solid', 'dest': 'gas', 'unless':'is_not_valid' },\n",
    "    { 'trigger': 'ionize', 'source': 'gas', 'dest': 'plasma', \n",
    "      'conditions':['is_valid','is_also_valid'] }\n",
    "]\n",
    "states=['solid', 'liquid', 'gas', 'plasma']\n",
    "\n",
    "machine = MyGraphMachine(model=Matter(), \n",
    "                         states=states, \n",
    "                         transitions=transitions, \n",
    "                         auto_transitions=False, \n",
    "                         initial='solid', \n",
    "                         title=\"Matter is Fun!\",\n",
    "                         show_conditions=True)\n",
    "machine.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IScGRI9qhzz/H8eNIThavKCIiIqJ3wZBDOmvnTnTvDhubnM2UFBw+LG/E1T/fkcbOWlHL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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "machine.model.melt()\n",
    "machine.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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y5+fkiRPJ93Nzu/VX0s3X3bztdStXsmvbNn7csQPLfw1pipUoQdHixVNs21F4uBuvocIV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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "machine.model.evaporate()\n",
    "machine.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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dOoT4+HicPn0aAJCXl4elS5ciMTERlpaWePr0KWxtbbFt2zZERkZi48aNGDt2LABAEASk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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "machine.model.ionize()\n",
    "machine.show_graph()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
